Paper Abstract and Keywords |
Presentation |
2008-03-13 15:00
Modeling and Verifying a Hypothesis on Human Detection of Concept Drift Shohei Shimada, Kyosuke Nishida (Hokkaido Univ.), Satoru Ishikawa (Hokusei Gakuen Univ.), Koichiro Yamauchi (Hokkaido Univ.) NC2007-158 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
The ability to adapt to various types of changes is essential for the online classifier in order to deal with real-world problems. In the case where sudden and significant changes arise, we need to detect and respond to them quickly. So we focused on human that is able to respond to various types of changes and we proposed a model of change detection based on human confidence in their classification. Experimental results demonstrated that the proposed model was able to respond to sudden and significant changes more quickly and accurately than the conventional detection method that used a time window. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
concept drift / change detection / confidence / Leaky Integrate-and-Fire model / online learning / / / |
Reference Info. |
IEICE Tech. Rep., vol. 107, no. 542, NC2007-158, pp. 273-278, March 2008. |
Paper # |
NC2007-158 |
Date of Issue |
2008-03-05 (NC) |
ISSN |
Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
Download PDF |
NC2007-158 |
Conference Information |
Committee |
NC MBE |
Conference Date |
2008-03-12 - 2008-03-14 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Tamagawa Univ |
Topics (in Japanese) |
(See Japanese page) |
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Paper Information |
Registration To |
NC |
Conference Code |
2008-03-NC-MBE |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Modeling and Verifying a Hypothesis on Human Detection of Concept Drift |
Sub Title (in English) |
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Keyword(1) |
concept drift |
Keyword(2) |
change detection |
Keyword(3) |
confidence |
Keyword(4) |
Leaky Integrate-and-Fire model |
Keyword(5) |
online learning |
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1st Author's Name |
Shohei Shimada |
1st Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
2nd Author's Name |
Kyosuke Nishida |
2nd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
3rd Author's Name |
Satoru Ishikawa |
3rd Author's Affiliation |
Hokusei Gakuen University (Hokusei Gakuen Univ.) |
4th Author's Name |
Koichiro Yamauchi |
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Hokkaido University (Hokkaido Univ.) |
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Speaker |
Author-1 |
Date Time |
2008-03-13 15:00:00 |
Presentation Time |
20 minutes |
Registration for |
NC |
Paper # |
NC2007-158 |
Volume (vol) |
vol.107 |
Number (no) |
no.542 |
Page |
pp.273-278 |
#Pages |
6 |
Date of Issue |
2008-03-05 (NC) |